{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用米粒图像，分割得到各米粒，首先计算各区域(米粒)的面积、长度等信息，进一步计算面积、长度的均值及方差，分析落在3sigma范围内米粒的数量。 \n",
    "结论："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2  #导入opencv模块\n",
    "img = cv2.imread(\"rice.jpg\")  #导入图片，图片放在程序所在目录"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "gray=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY) #转换为灰度图\n",
    "gray=cv2.GaussianBlur(gray, (3, 3), 0)   #高斯滤波\n",
    "#gray=cv2.Canny(gray,100,300)             #canny算子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#使用局部阈值的大津算法进行图像二值化\n",
    "dst = cv2.adaptiveThreshold(gray,255, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY,101, 1)\n",
    "\n",
    "element = cv2.getStructuringElement(cv2.MORPH_CROSS,(3, 3))#形态学去噪\n",
    "dst=cv2.morphologyEx(dst,cv2.MORPH_OPEN,element)  #开运算去噪，先腐蚀再膨胀，用来消除小物体\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "binary,contours,hierarchy = cv2.findContours(dst,cv2.RETR_EXTERNAL,cv2.CHAIN_APPROX_SIMPLE)  #轮廓检测函数\n",
    "cv2.drawContours(dst,contours,-1,(120,0,0),2)  #绘制轮廓\n",
    "\n",
    "cv2.imshow('imagshow', img)    #显示原始图片\n",
    "cv2.imshow('img2', dst)    #显示图片\n",
    "cv2.imshow(\"0\",binary)\n"
   ]
  },
  {
   "attachments": {
    "rice2.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![rice2.jpg](attachment:rice2.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-blob:134.0  x:18 y:245\n",
      "2-blob:194.0  x:61 y:234\n",
      "3-blob:209.0  x:121 y:233\n",
      "4-blob:159.5  x:107 y:233\n",
      "5-blob:221.0  x:205 y:232\n",
      "6-blob:229.0  x:147 y:223\n",
      "7-blob:154.0  x:79 y:218\n",
      "8-blob:101.5  x:247 y:217\n",
      "9-blob:127.5  x:0 y:217\n",
      "10-blob:215.0  x:28 y:212\n",
      "11-blob:226.5  x:179 y:209\n",
      "12-blob:153.0  x:48 y:202\n",
      "13-blob:198.0  x:0 y:198\n",
      "14-blob:220.0  x:126 y:196\n",
      "15-blob:237.0  x:62 y:191\n",
      "16-blob:201.0  x:210 y:188\n",
      "17-blob:208.0  x:95 y:188\n",
      "18-blob:174.0  x:237 y:187\n",
      "19-blob:226.5  x:197 y:184\n",
      "20-blob:240.5  x:29 y:184\n",
      "21-blob:217.0  x:82 y:173\n",
      "22-blob:74.5  x:243 y:171\n",
      "23-blob:237.5  x:162 y:167\n",
      "24-blob:223.5  x:16 y:166\n",
      "25-blob:206.0  x:176 y:160\n",
      "26-blob:242.0  x:136 y:158\n",
      "27-blob:207.5  x:50 y:156\n",
      "28-blob:286.5  x:0 y:152\n",
      "29-blob:112.5  x:242 y:151\n",
      "30-blob:214.0  x:112 y:147\n",
      "31-blob:162.0  x:190 y:146\n",
      "32-blob:226.0  x:220 y:144\n",
      "33-blob:205.0  x:31 y:137\n",
      "34-blob:199.0  x:88 y:134\n",
      "35-blob:225.0  x:191 y:133\n",
      "36-blob:147.0  x:0 y:132\n",
      "37-blob:234.5  x:56 y:130\n",
      "38-blob:178.0  x:233 y:127\n",
      "39-blob:172.0  x:50 y:117\n",
      "40-blob:237.5  x:146 y:115\n",
      "41-blob:190.5  x:35 y:112\n",
      "42-blob:195.0  x:197 y:110\n",
      "43-blob:167.0  x:17 y:108\n",
      "44-blob:237.5  x:120 y:107\n",
      "45-blob:212.5  x:104 y:107\n",
      "46-blob:157.0  x:0 y:102\n",
      "47-blob:192.0  x:53 y:94\n",
      "48-blob:420.5  x:169 y:93\n",
      "49-blob:378.0  x:222 y:86\n",
      "50-blob:160.0  x:9 y:86\n",
      "51-blob:210.0  x:84 y:85\n",
      "52-blob:236.0  x:199 y:82\n",
      "53-blob:217.5  x:144 y:77\n",
      "54-blob:212.0  x:103 y:76\n",
      "55-blob:101.5  x:241 y:69\n",
      "56-blob:396.5  x:40 y:62\n",
      "57-blob:197.5  x:23 y:59\n",
      "58-blob:194.0  x:143 y:54\n",
      "59-blob:106.5  x:0 y:53\n",
      "60-blob:173.5  x:38 y:50\n",
      "61-blob:215.0  x:152 y:47\n",
      "62-blob:187.5  x:124 y:46\n",
      "63-blob:152.0  x:56 y:44\n",
      "64-blob:179.0  x:202 y:43\n",
      "65-blob:569.5  x:170 y:42\n",
      "66-blob:403.5  x:78 y:42\n",
      "67-blob:194.5  x:17 y:36\n",
      "68-blob:171.0  x:169 y:33\n",
      "69-blob:219.0  x:90 y:33\n",
      "70-blob:152.0  x:60 y:26\n",
      "71-blob:603.5  x:215 y:25\n",
      "72-blob:127.5  x:0 y:22\n",
      "73-blob:404.5  x:133 y:20\n",
      "74-blob:183.0  x:211 y:19\n",
      "75-blob:203.5  x:10 y:18\n",
      "76-blob:180.0  x:36 y:7\n",
      "77-blob:185.5  x:122 y:6\n",
      "78-blob:144.5  x:107 y:4\n",
      "79-blob:198.0  x:86 y:1\n",
      "80-blob:111.0  x:230 y:0\n",
      "81-blob:84.5  x:215 y:0\n",
      "82-blob:171.5  x:179 y:0\n",
      "83-blob:110.5  x:159 y:0\n",
      "84-blob:181.5  x:74 y:0\n",
      "85-blob:121.0  x:50 y:0\n",
      "86-blob:56.0  x:19 y:0\n",
      "米粒平均面积:316.07\n",
      "米粒个数 86\n"
     ]
    }
   ],
   "source": [
    "count=0 #米粒总数\n",
    "ares_avrg=0  #米粒平均\n",
    "h, w = img.shape[:2]\n",
    "#遍历找到的所有米粒\n",
    "for cont in contours:\n",
    "\n",
    "    ares = cv2.contourArea(cont)#计算包围性状的面积\n",
    "\n",
    "    if ares<50:   #过滤面积小于10的形状\n",
    "        continue\n",
    "    count+=1    #总体计数加1\n",
    "    ares_avrg+=ares\n",
    "\n",
    "    print('{}-blob:{}'.format(count,ares),end=\"  \")   #打印出每个米粒的面积\n",
    "\n",
    "    rect = cv2.boundingRect(cont) #提取矩形坐标\n",
    "\n",
    "    print('x:{} y:{}'.format(rect[0],rect[1]))      #打印坐标\n",
    "     \n",
    "\n",
    "    cv2.rectangle(img,(rect[0], rect[1]), (rect[0]+rect[2], rect[1]+rect[3]),  (0, 0, 255),1)          #绘制矩形\n",
    "\n",
    "    y=10 if rect[1]<10 else rect[1] #防止编号到图片之外\n",
    "\n",
    "    cv2.putText(img,str(count), (rect[0], y), cv2.FONT_HERSHEY_COMPLEX, 0.4, (0, 255, 0), 1) #在米粒左上角写上编号\n",
    "\n",
    "print('米粒平均面积:{}'.format(round(ares_avrg/ares,2))) #打印出每个米粒的面积\n",
    "#print('米粒平均长度:{}'.format(round(ares_avrg/ares,2))) #打印出每个米粒的长度\n",
    "print('米粒个数',count)\n",
    "cv2.imshow('rect',img)\n",
    "cv2.waitKey(0)\n",
    "cv2.destroyAllWindows()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
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